Probability and Statistical Physics in Two and More Dimensions
Title | Probability and Statistical Physics in Two and More Dimensions PDF eBook |
Author | Clay Mathematics Institute. Summer School |
Publisher | American Mathematical Soc. |
Total Pages | 481 |
Release | 2012 |
Genre | Mathematics |
ISBN | 0821868632 |
This volume is a collection of lecture notes for six of the ten courses given in Buzios, Brazil by prominent probabilists at the 2010 Clay Mathematics Institute Summer School, ``Probability and Statistical Physics in Two and More Dimensions'' and at the XIV Brazilian School of Probability. In the past ten to fifteen years, various areas of probability theory related to statistical physics, disordered systems and combinatorics have undergone intensive development. A number of these developments deal with two-dimensional random structures at their critical points, and provide new tools and ways of coping with at least some of the limitations of Conformal Field Theory that had been so successfully developed in the theoretical physics community to understand phase transitions of two-dimensional systems. Included in this selection are detailed accounts of all three foundational courses presented at the Clay school--Schramm-Loewner Evolution and other Conformally Invariant Objects, Noise Sensitivity and Percolation, Scaling Limits of Random Trees and Planar Maps--together with contributions on Fractal and Multifractal properties of SLE and Conformal Invariance of Lattice Models. Finally, the volume concludes with extended articles based on the courses on Random Polymers and Self-Avoiding Walks given at the Brazilian School of Probability during the final week of the school. Together, these notes provide a panoramic, state-of-the-art view of probability theory areas related to statistical physics, disordered systems and combinatorics. Like the lectures themselves, they are oriented towards advanced students and postdocs, but experts should also find much of interest.
Sojourns in Probability Theory and Statistical Physics - I
Title | Sojourns in Probability Theory and Statistical Physics - I PDF eBook |
Author | Vladas Sidoravicius |
Publisher | Springer Nature |
Total Pages | 338 |
Release | 2019-10-17 |
Genre | Mathematics |
ISBN | 9811502943 |
Charles M. (Chuck) Newman has been a leader in Probability Theory and Statistical Physics for nearly half a century. This three-volume set is a celebration of the far-reaching scientific impact of his work. It consists of articles by Chuck’s collaborators and colleagues across a number of the fields to which he has made contributions of fundamental significance. This publication was conceived during a conference in 2016 at NYU Shanghai that coincided with Chuck's 70th birthday. The sub-titles of the three volumes are: I. Spin Glasses and Statistical Mechanics II. Brownian Web and Percolation III. Interacting Particle Systems and Random Walks The articles in these volumes, which cover a wide spectrum of topics, will be especially useful for graduate students and researchers who seek initiation and inspiration in Probability Theory and Statistical Physics.
E. T. Jaynes: Papers on Probability, Statistics and Statistical Physics
Title | E. T. Jaynes: Papers on Probability, Statistics and Statistical Physics PDF eBook |
Author | R.D. Rosenkrantz |
Publisher | Springer Science & Business Media |
Total Pages | 457 |
Release | 2012-12-06 |
Genre | Mathematics |
ISBN | 9400965818 |
The first six chapters of this volume present the author's 'predictive' or information theoretic' approach to statistical mechanics, in which the basic probability distributions over microstates are obtained as distributions of maximum entropy (Le. , as distributions that are most non-committal with regard to missing information among all those satisfying the macroscopically given constraints). There is then no need to make additional assumptions of ergodicity or metric transitivity; the theory proceeds entirely by inference from macroscopic measurements and the underlying dynamical assumptions. Moreover, the method of maximizing the entropy is completely general and applies, in particular, to irreversible processes as well as to reversible ones. The next three chapters provide a broader framework - at once Bayesian and objective - for maximum entropy inference. The basic principles of inference, including the usual axioms of probability, are seen to rest on nothing more than requirements of consistency, above all, the requirement that in two problems where we have the same information we must assign the same probabilities. Thus, statistical mechanics is viewed as a branch of a general theory of inference, and the latter as an extension of the ordinary logic of consistency. Those who are familiar with the literature of statistics and statistical mechanics will recognize in both of these steps a genuine 'scientific revolution' - a complete reversal of earlier conceptions - and one of no small significance.
Statistical Mechanics of Lattice Systems
Title | Statistical Mechanics of Lattice Systems PDF eBook |
Author | Sacha Friedli |
Publisher | Cambridge University Press |
Total Pages | 643 |
Release | 2017-11-23 |
Genre | Mathematics |
ISBN | 1107184827 |
A self-contained, mathematical introduction to the driving ideas in equilibrium statistical mechanics, studying important models in detail.
Probability and Statistical Physics in St. Petersburg
Title | Probability and Statistical Physics in St. Petersburg PDF eBook |
Author | V. Sidoravicius |
Publisher | American Mathematical Soc. |
Total Pages | 482 |
Release | 2016-04-28 |
Genre | Mathematics |
ISBN | 1470422484 |
This book brings a reader to the cutting edge of several important directions of the contemporary probability theory, which in many cases are strongly motivated by problems in statistical physics. The authors of these articles are leading experts in the field and the reader will get an exceptional panorama of the field from the point of view of scientists who played, and continue to play, a pivotal role in the development of the new methods and ideas, interlinking it with geometry, complex analysis, conformal field theory, etc., making modern probability one of the most vibrant areas in mathematics.
High-Dimensional Probability
Title | High-Dimensional Probability PDF eBook |
Author | Roman Vershynin |
Publisher | Cambridge University Press |
Total Pages | 299 |
Release | 2018-09-27 |
Genre | Business & Economics |
ISBN | 1108415199 |
An integrated package of powerful probabilistic tools and key applications in modern mathematical data science.
Sojourns in Probability Theory and Statistical Physics - II
Title | Sojourns in Probability Theory and Statistical Physics - II PDF eBook |
Author | Vladas Sidoravicius |
Publisher | Springer Nature |
Total Pages | 261 |
Release | 2019-10-17 |
Genre | Mathematics |
ISBN | 9811502986 |
Charles M. (Chuck) Newman has been a leader in Probability Theory and Statistical Physics for nearly half a century. This three-volume set is a celebration of the far-reaching scientific impact of his work. It consists of articles by Chuck’s collaborators and colleagues across a number of the fields to which he has made contributions of fundamental significance. This publication was conceived during a conference in 2016 at NYU Shanghai that coincided with Chuck's 70th birthday. The sub-titles of the three volumes are: I. Spin Glasses and Statistical Mechanics II. Brownian Web and Percolation III. Interacting Particle Systems and Random Walks The articles in these volumes, which cover a wide spectrum of topics, will be especially useful for graduate students and researchers who seek initiation and inspiration in Probability Theory and Statistical Physics.